Antenna Season Report Notebook

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))

# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder

# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "51"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"

display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 51 Report

import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna

# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 113 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 107 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect

# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs

this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])]) 

Table 1: Per-Night RTP Summary Info For This Atenna

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 51, Node 3:

JDs	A Priori Status	Auto Metrics Flags	Dead Fraction in Ant Metrics (Jee)	Dead Fraction in Ant Metrics (Jnn)	Crossed Fraction in Ant Metrics	Flag Fraction Before Redcal	Flagged By Redcal chi^2 Fraction	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	Average Dead Ant Metric (Jee)	Average Dead Ant Metric (Jnn)	Average Crossed Ant Metric	Median chi^2 Per Antenna (Jee)	Median chi^2 Per Antenna (Jnn)
2459594	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.363532	9.972730	-0.708684	80.179773	-0.593054	27.635692	-1.113758	28.604482	0.0703	0.0558	0.0270	1.232719	1.196757
2459593	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.322418	17.292205	-0.957394	85.032359	-1.637849	38.308213	-0.868974	11.436315	0.0801	0.0532	0.0345	1.202080	1.164185
2459592	RF_maintenance	100.00%	100.00%	100.00%	0.00%	-	-	35.243637	36.497420	inf	inf	44.129678	-0.330465	73.078325	-0.370307	nan	nan	nan	nan	nan
2459591	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.941193	20.685684	-0.736233	98.746865	-1.331871	32.917292	-0.456838	2.399936	0.0830	0.0526	0.0394	1.215457	1.174585
2459590	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.539313	24.567383	-0.456329	91.966471	-1.221498	35.508998	-0.864054	3.953079	0.0864	0.0505	0.0373	1.261578	1.223973
2459589	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.312574	22.463099	-0.653061	85.274332	2.214376	22.037941	-1.048545	16.493708	0.0761	0.0508	0.0305	1.207739	1.172282
2459588	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.009877	16.425586	-0.397754	103.972675	-1.265948	25.109891	-0.713546	12.955827	0.0548	0.0509	0.0281	1.235400	1.195124
2459587	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	-0.833836	21.039044	0.182114	139.058582	0.214400	15.636351	-0.590192	29.490943	nan	nan	nan	77.041615	1.925372
2459586	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.500772	18.551608	-0.907472	32.118372	-0.325570	11.581322	-0.283480	6.024023	0.0829	0.0473	0.0354	1.227764	1.198811
2459585	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.319783	26.023415	-1.200965	10.674430	-0.823556	10.161804	-1.427221	3.382785	0.0288	0.0274	0.0014	0.000000	0.000000
2459584	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.636687	24.310567	4.107419	114.629372	-0.587770	17.486572	-0.611382	8.425565	0.0781	0.0378	0.0353	0.000000	0.000000
2459583	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.339887	18.207151	0.651402	35.340400	-0.829923	23.643496	-0.187300	0.258198	0.0869	0.0378	0.0483	1.359508	1.316939
2459582	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.194454	15.754587	0.933012	32.115115	-1.417738	28.696454	-0.440689	0.316552	0.0599	0.0350	0.0322	1.222575	1.188193
2459581	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.750591	22.001977	0.400214	36.250735	-1.292503	23.190465	-0.132137	0.375696	0.0843	0.0356	0.0429	1.194989	1.159050
2459580	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.239098	16.624372	1.175624	37.118246	-1.370703	24.419276	-0.371105	0.157253	0.0640	0.0359	0.0306	1.299304	1.256323
2459579	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.040185	17.428929	1.311931	42.151727	-1.209823	27.407241	0.042587	1.489430	0.0849	0.0353	0.0462	0.899006	0.863241
2459578	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	-0.293833	1.584418	-0.359557	2.469877	-1.425207	0.938997	-0.513027	1.225333	0.0276	0.0249	0.0017	nan	nan
2459577	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.438187	22.481871	0.390044	33.879377	-1.377164	25.150802	-0.632152	0.364870	0.0749	0.0335	0.0325	1.219035	1.183054
2459576	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.777861	17.558664	0.310247	27.179278	-1.087599	22.117626	-0.243833	1.051541	0.0915	0.0372	0.0404	1.188365	1.149890
2459575	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.971812	17.909376	0.204752	26.937763	-1.287189	16.964156	-0.009865	5.729655	0.0854	0.0400	0.0362	1.127292	1.082666
2459574	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.412442	16.643591	0.027085	25.812156	-1.017581	23.918538	0.472885	0.650224	0.0830	0.0355	0.0434	1.256190	1.221132
2459573	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.154154	16.898521	1.260473	44.383578	-1.260819	28.254204	-0.326792	1.446628	0.0865	0.0351	0.0439	0.000000	0.000000
2459572	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.455329	17.084554	0.330176	25.969345	-1.208208	17.986178	-0.195778	2.508726	0.0909	0.0369	0.0433	1.234343	1.191282
2459571	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	-0.019629	1.385340	-0.220235	2.586030	0.243460	0.876714	-0.713307	1.370137	0.0279	0.0248	0.0017	nan	nan
2459570	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.411088	23.327477	-1.702730	37.878144	-1.029468	1.563437	-0.240586	4.651141	0.0591	0.0615	0.0397	1.219355	1.200884
2459569	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.180440	20.398375	0.342930	33.664702	-0.500304	10.361092	-0.100758	8.479595	0.0879	0.0476	0.0317	1.245619	1.205859
2459566	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.280542	17.285182	0.725179	33.627660	-1.415234	21.798890	-0.267686	-0.188765	0.0825	0.0349	0.0369	1.130109	1.097088
2459565	RF_maintenance	0.00%	-	-	-	100.00%	0.00%	-0.653330	-0.653330	-0.587619	-0.587619	0.714841	0.714841	0.182285	0.182285	nan	nan	nan	0.000000	0.000000
2459564	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.087986	15.963600	-1.146676	35.740792	1.147033	2.357514	0.177562	0.687052	0.0878	0.0459	0.0364	1.194339	1.161247
2459563	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.533976	17.649139	-0.928909	68.160744	-0.700148	22.330603	-0.252491	1.587170	0.0884	0.0474	0.0369	0.886171	0.849713
2459562	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.362450	11.084251	-1.219182	17.595479	-0.257021	2.745870	0.134383	0.675962	0.0925	0.0380	0.0405	1.191136	1.159932
2459561	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459560	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.967038	9.534180	-1.098071	17.017691	0.341990	3.125362	0.128500	0.532438	0.0870	0.0359	0.0489	1.222343	1.192119
2459559	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.543445	14.064632	-1.380525	18.648607	0.166760	3.522997	-0.185176	0.826078	0.0823	0.0352	0.0336	1.208856	1.176404
2459558	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-1.427422	18.125718	1.523174	35.637131	-1.361302	23.488010	0.181633	1.300777	0.0901	0.0379	0.0452	1.188373	1.148760
2459557	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0275	0.0253	0.0009	nan	nan
2459556	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459554	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0874	0.0368	0.0389	nan	nan
2459552	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.062769	21.277160	2.558993	50.998358	3.424029	32.244461	0.123514	2.931009	0.0792	0.0343	0.0406	10.533803	1.320140
2459551	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.528727	10.983015	-1.752838	20.678718	-0.588340	4.306626	0.541652	0.998907	0.0836	0.0379	0.0395	1.218512	1.180293
2459550	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0295	0.0281	0.0011	nan	nan
2459549	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.171567	16.549241	1.478981	38.467017	-0.807161	23.036461	-0.208634	1.034898	0.0784	0.0369	0.0426	1.117290	1.078265
2459542	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.573963	23.984861	0.325111	77.877880	0.878526	1.902194	0.948464	1.102631	0.0867	0.0475	0.0376	1.250453	1.207322
2459541	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.147083	11.336878	2.546998	39.113416	0.907178	235.815694	0.844341	8.035856	0.0883	0.0433	0.0404	1.348623	1.306341
2459540	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.695942	15.315791	-1.616068	17.750898	-1.218253	5.291884	-0.367620	0.842796	0.0856	0.0395	0.0473	1.222586	1.181942
2459536	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.370569	27.178081	3.522430	66.297254	2.516490	31.780343	-0.033730	1.958363	0.0857	0.0348	0.0428	1.156439	1.117279
2459535	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.513325	12.245598	-1.297304	16.293994	-1.570109	5.367988	-0.372370	0.315155	0.1140	0.0424	0.0455	1.213066	1.164675
2459534	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.021960	13.075144	-1.126496	15.059430	-0.850162	3.791203	0.082844	-0.034303	0.1003	0.0378	0.0425	1.199390	1.153887
2459533	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	2.632586	18.653593	1.503043	36.148936	-0.239428	20.812984	-0.133965	1.425769	0.0882	0.0355	0.0431	1.192981	1.150659
2459532	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	3.404909	22.785958	2.231883	48.974246	0.287101	25.581678	-0.113915	0.781092	0.0914	0.0355	0.0443	0.882190	0.848626
2459530	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.846953	11.763723	-1.198834	15.298986	-0.857660	4.293885	-0.025448	0.397739	0.1159	0.0394	0.0479	1.227135	1.177892
2459527	RF_maintenance	0.00%	-	-	-	100.00%	0.00%	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459524	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459523	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459522	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	3.719469	24.263233	2.442625	52.970772	0.449272	23.398891	-0.286120	1.557667	0.0985	0.0414	0.0440	1.091061	1.064706
2459513	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	0.192720	1.682324	-0.461801	2.817927	-0.710644	0.651952	-0.479649	1.228030	0.0313	0.0320	0.0018	nan	nan
2459508	RF_maintenance	100.00%	0.00%	86.02%	0.00%	100.00%	0.00%	-1.177097	30.844108	0.834589	51.449202	-0.101990	15.449578	0.240130	14.318522	0.9163	0.3050	0.4421	0.000000	0.000000
2459505	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.979849	28.197779	2.391236	49.899103	-0.236300	9.991940	-0.036730	1.415162	0.8900	0.0745	0.6323	14.171279	1.220065
2459503	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.234354	27.280622	2.611716	84.311605	2.801426	33.130170	-1.251288	2.750840	0.8633	0.1121	0.7230	0.000000	0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.

html_to_display = ''
for am_html in auto_metric_htmls:
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line: 
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).

HTML(html_to_display)

Antenna 51: 2459642

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 51: 2459640

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	74.155117	-0.096145	24.723794	0.762276	74.155117	0.718130	29.210118	0.055550	2.604098

---

Antenna 51: 2459634

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	ee Power	152134.220616	9.921578	-0.675643	152134.220616	-0.675997	8.344030	-0.675224	8.333720	-0.675137

---

Antenna 51: 2459632

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 51: 2459631

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	85.327284	27.608341	-0.501802	85.327284	1.347461	33.568017	1.292309	3.885944	0.168124

---

Antenna 51: 2459630

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	76.143473	-0.187264	31.545821	0.736762	76.143473	1.196059	43.011604	0.491905	4.979332

---

Antenna 51: 2459629

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	86.968409	0.199173	28.842340	1.739082	86.968409	1.271083	34.301135	-0.127110	5.291924

---

Antenna 51: 2459628

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	70.581600	23.283100	0.023906	70.581600	1.582190	29.906623	0.654664	4.532319	0.905908

---

Antenna 51: 2459627

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 51: 2459626

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	65.766218	24.064682	-0.210544	65.766218	0.886979	33.791843	0.815173	7.302562	0.668069

---

Antenna 51: 2459625

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	72.424451	0.230994	22.967865	2.163407	72.424451	0.575087	37.936831	0.159324	2.048649

---

Antenna 51: 2459624

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	66.101123	26.171114	-0.167679	66.101123	1.472338	46.703689	1.011770	5.414106	0.241043

---

Antenna 51: 2459623

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 51: 2459622

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	126.644581	24.597669	-0.037917	126.644581	4.772319	23.890154	5.803191	1.552745	-1.054348

---

Antenna 51: 2459621

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	40.486309	24.928414	0.207633	40.486309	31.518510	nan	nan	-19.102210	-19.669172

---

Antenna 51: 2459620

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 51: 2459619

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	73.557926	20.122206	-0.022826	73.557926	1.673729	38.141638	0.576454	1.564810	-0.552025

---

Antenna 51: 2459618

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	81.117002	26.151278	-0.267718	81.117002	1.813172	38.626291	1.764810	4.608490	0.419254

---

Antenna 51: 2459617

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	72.151492	-0.575240	21.798205	0.782370	72.151492	0.467243	39.257315	-0.111916	6.845015

---

Antenna 51: 2459616

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	110.410517	22.386495	-0.031292	110.410517	3.233407	43.448438	1.415505	3.121956	0.301397

---

Antenna 51: 2459615

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	69.670093	-0.391683	25.131708	1.043601	69.670093	0.182678	30.324700	0.796637	3.215149

---

Antenna 51: 2459614

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	76.627909	-0.201809	25.484816	0.866721	76.627909	0.311284	29.290160	-0.747543	3.152410

---

Antenna 51: 2459613

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 51: 2459612

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	78.415402	-0.182046	16.696147	1.140535	78.415402	2.282894	50.363446	-0.299203	36.884942

---

Antenna 51: 2459611

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	56.031215	-0.426420	20.543873	0.618779	56.031215	-0.253396	30.809389	-0.095173	8.984261

---

Antenna 51: 2459610

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	72.707461	-0.301943	24.286933	1.346953	72.707461	-0.492184	34.783430	0.588772	22.133952

---

Antenna 51: 2459609

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	90.166245	25.770482	-0.459906	90.166245	1.650462	31.586969	0.615175	15.984327	0.284097

---

Antenna 51: 2459608

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	103.571682	20.858929	-0.434509	103.571682	1.205599	37.417607	-0.645956	6.991919	-0.451460

---

Antenna 51: 2459607

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Temporal Variability	38.679202	11.847500	-1.079366	24.557418	0.995548	38.679202	0.888990	-1.302500	-0.495385

---

Antenna 51: 2459605

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	ee Shape	0.689743	0.689743	-0.699816	-0.781958	-0.737212	-1.274583	-0.589548	-1.531270	-0.015946

---

Antenna 51: 2459604

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	87.481962	-0.137578	23.461823	0.751937	87.481962	0.978232	44.480338	-0.086803	21.838142

---

Antenna 51: 2459603

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	87.918359	-1.150814	19.752427	0.571860	87.918359	-0.078107	13.522033	0.509052	3.559288

---

Antenna 51: 2459602

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	105.473750	21.033613	-0.826507	105.473750	0.758553	26.476700	0.237232	11.862303	-0.271972

---

Antenna 51: 2459598

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	82.565805	-0.932257	20.234185	-0.961540	82.565805	-1.390373	36.869280	-0.230077	5.806979

---

Antenna 51: 2459597

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	92.821371	19.500206	-0.825111	92.821371	-0.630736	30.477630	-0.804427	7.910757	-0.285349

---

Antenna 51: 2459596

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	74.917996	19.804926	-0.653919	74.917996	-0.772563	34.988844	-0.658602	4.945916	-0.559440

---

Antenna 51: 2459595

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	86.581602	31.129352	-0.773429	86.581602	-0.899042	12.506463	-1.184089	24.942983	-0.959608

---

Antenna 51: 2459594

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	80.179773	0.363532	9.972730	-0.708684	80.179773	-0.593054	27.635692	-1.113758	28.604482

---

Antenna 51: 2459593

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	85.032359	-0.322418	17.292205	-0.957394	85.032359	-1.637849	38.308213	-0.868974	11.436315

---

Antenna 51: 2459592

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	inf	36.497420	35.243637	inf	inf	-0.330465	44.129678	-0.370307	73.078325

---

Antenna 51: 2459591

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	98.746865	20.685684	-0.941193	98.746865	-0.736233	32.917292	-1.331871	2.399936	-0.456838

---

Antenna 51: 2459590

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	91.966471	-0.539313	24.567383	-0.456329	91.966471	-1.221498	35.508998	-0.864054	3.953079

---

Antenna 51: 2459589

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	85.274332	22.463099	0.312574	85.274332	-0.653061	22.037941	2.214376	16.493708	-1.048545

---

Antenna 51: 2459588

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	103.972675	0.009877	16.425586	-0.397754	103.972675	-1.265948	25.109891	-0.713546	12.955827

---

Antenna 51: 2459587

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	139.058582	21.039044	-0.833836	139.058582	0.182114	15.636351	0.214400	29.490943	-0.590192

---

Antenna 51: 2459586

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	32.118372	-1.500772	18.551608	-0.907472	32.118372	-0.325570	11.581322	-0.283480	6.024023

---

Antenna 51: 2459585

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Shape	26.023415	0.319783	26.023415	-1.200965	10.674430	-0.823556	10.161804	-1.427221	3.382785

---

Antenna 51: 2459584

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	114.629372	-0.636687	24.310567	4.107419	114.629372	-0.587770	17.486572	-0.611382	8.425565

---

Antenna 51: 2459583

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	35.340400	-1.339887	18.207151	0.651402	35.340400	-0.829923	23.643496	-0.187300	0.258198

---

Antenna 51: 2459582

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	32.115115	15.754587	-1.194454	32.115115	0.933012	28.696454	-1.417738	0.316552	-0.440689

---

Antenna 51: 2459581

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	36.250735	-1.750591	22.001977	0.400214	36.250735	-1.292503	23.190465	-0.132137	0.375696

---

Antenna 51: 2459580

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	37.118246	16.624372	-1.239098	37.118246	1.175624	24.419276	-1.370703	0.157253	-0.371105

---

Antenna 51: 2459579

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	42.151727	-1.040185	17.428929	1.311931	42.151727	-1.209823	27.407241	0.042587	1.489430

---

Antenna 51: 2459578

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	2.469877	-0.293833	1.584418	-0.359557	2.469877	-1.425207	0.938997	-0.513027	1.225333

---

Antenna 51: 2459577

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	33.879377	22.481871	-1.438187	33.879377	0.390044	25.150802	-1.377164	0.364870	-0.632152

---

Antenna 51: 2459576

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	27.179278	17.558664	-0.777861	27.179278	0.310247	22.117626	-1.087599	1.051541	-0.243833

---

Antenna 51: 2459575

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	26.937763	17.909376	-0.971812	26.937763	0.204752	16.964156	-1.287189	5.729655	-0.009865

---

Antenna 51: 2459574

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	25.812156	-1.412442	16.643591	0.027085	25.812156	-1.017581	23.918538	0.472885	0.650224

---

Antenna 51: 2459573

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	44.383578	16.898521	-1.154154	44.383578	1.260473	28.254204	-1.260819	1.446628	-0.326792

---

Antenna 51: 2459572

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	25.969345	17.084554	-1.455329	25.969345	0.330176	17.986178	-1.208208	2.508726	-0.195778

---

Antenna 51: 2459571

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	2.586030	1.385340	-0.019629	2.586030	-0.220235	0.876714	0.243460	1.370137	-0.713307

---

Antenna 51: 2459570

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	37.878144	-1.411088	23.327477	-1.702730	37.878144	-1.029468	1.563437	-0.240586	4.651141

---

Antenna 51: 2459569

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	33.664702	20.398375	-1.180440	33.664702	0.342930	10.361092	-0.500304	8.479595	-0.100758

---

Antenna 51: 2459566

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	33.627660	17.285182	-1.280542	33.627660	0.725179	21.798890	-1.415234	-0.188765	-0.267686

---

Antenna 51: 2459565

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Temporal Variability	0.714841	-0.653330	-0.653330	-0.587619	-0.587619	0.714841	0.714841	0.182285	0.182285

---

Antenna 51: 2459564

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	35.740792	-1.087986	15.963600	-1.146676	35.740792	1.147033	2.357514	0.177562	0.687052

---

Antenna 51: 2459563

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	68.160744	-1.533976	17.649139	-0.928909	68.160744	-0.700148	22.330603	-0.252491	1.587170

---

Antenna 51: 2459562

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	17.595479	-1.362450	11.084251	-1.219182	17.595479	-0.257021	2.745870	0.134383	0.675962

---

Antenna 51: 2459561

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 51: 2459560

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	17.017691	-0.967038	9.534180	-1.098071	17.017691	0.341990	3.125362	0.128500	0.532438

---

Antenna 51: 2459559

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	18.648607	-1.543445	14.064632	-1.380525	18.648607	0.166760	3.522997	-0.185176	0.826078

---

Antenna 51: 2459558

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	35.637131	18.125718	-1.427422	35.637131	1.523174	23.488010	-1.361302	1.300777	0.181633

---

Antenna 51: 2459556

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 51: 2459552

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	50.998358	21.277160	1.062769	50.998358	2.558993	32.244461	3.424029	2.931009	0.123514

---

Antenna 51: 2459551

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	20.678718	10.983015	-0.528727	20.678718	-1.752838	4.306626	-0.588340	0.998907	0.541652

---

Antenna 51: 2459549

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	38.467017	0.171567	16.549241	1.478981	38.467017	-0.807161	23.036461	-0.208634	1.034898

---

Antenna 51: 2459542

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	77.877880	23.984861	1.573963	77.877880	0.325111	1.902194	0.878526	1.102631	0.948464

---

Antenna 51: 2459541

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Temporal Variability	235.815694	11.336878	1.147083	39.113416	2.546998	235.815694	0.907178	8.035856	0.844341

---

Antenna 51: 2459540

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	17.750898	15.315791	-0.695942	17.750898	-1.616068	5.291884	-1.218253	0.842796	-0.367620

---

Antenna 51: 2459536

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	66.297254	27.178081	0.370569	66.297254	3.522430	31.780343	2.516490	1.958363	-0.033730

---

Antenna 51: 2459535

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	16.293994	-0.513325	12.245598	-1.297304	16.293994	-1.570109	5.367988	-0.372370	0.315155

---

Antenna 51: 2459534

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	15.059430	13.075144	0.021960	15.059430	-1.126496	3.791203	-0.850162	-0.034303	0.082844

---

Antenna 51: 2459533

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	36.148936	2.632586	18.653593	1.503043	36.148936	-0.239428	20.812984	-0.133965	1.425769

---

Antenna 51: 2459532

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	48.974246	3.404909	22.785958	2.231883	48.974246	0.287101	25.581678	-0.113915	0.781092

---

Antenna 51: 2459530

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	15.298986	11.763723	0.846953	15.298986	-1.198834	4.293885	-0.857660	0.397739	-0.025448

---

Antenna 51: 2459527

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 51: 2459524

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 51: 2459523

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	ee Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

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Antenna 51: 2459522

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	52.970772	24.263233	3.719469	52.970772	2.442625	23.398891	0.449272	1.557667	-0.286120

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Antenna 51: 2459513

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	2.817927	1.682324	0.192720	2.817927	-0.461801	0.651952	-0.710644	1.228030	-0.479649

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Antenna 51: 2459508

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	51.449202	30.844108	-1.177097	51.449202	0.834589	15.449578	-0.101990	14.318522	0.240130

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Antenna 51: 2459506

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	74.175438	-1.265110	28.360499	1.762298	74.175438	1.013453	22.420744	-1.261459	8.290949

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Antenna 51: 2459505

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	49.899103	28.197779	-0.979849	49.899103	2.391236	9.991940	-0.236300	1.415162	-0.036730

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Antenna 51: 2459503

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
51	3	RF_maintenance	nn Power	84.311605	-0.234354	27.280622	2.611716	84.311605	2.801426	33.130170	-1.251288	2.750840

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